{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <font color='green'> MNIST - TSNE (Dense Matrix)<font>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <font color='green'> 1. Description<font>\n",
    "\n",
    "Decomposition using MNIST Digit Recognition dataset.\n",
    "\n",
    "Dataset is downloaded from tensorflow by using `tensorflow.keras.datasets.mnist.load_data()` method; so please install tensorflow.\n",
    "\n",
    "The MNIST database (Modified National Institute of Standards and Technology database) is a large database of handwritten digits that is commonly used for training various image processing systems. In this demo we will use this dataset to correctly cluster similar digits."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <font color='green'> 2. Data Preprocessing<font>\n",
    "\n",
    "For MNIST Digits dataset we will perform some data preparation and data cleaning steps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "import os\n",
    "import time\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "from sklearn import metrics\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import seaborn as sns\n",
    "from collections import OrderedDict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def preprocess_data():\n",
    "    # Load MNIST Digits dataset\n",
    "    (x_train, y_train), (x_test, y_test) = tf.keras.datasets.mnist.load_data()\n",
    "    x = np.concatenate((x_train, x_test))\n",
    "    y = np.concatenate((y_train, y_test))\n",
    "    x = x.reshape((x.shape[0], -1)).astype('float32')\n",
    "    x = np.divide(x, 255.)\n",
    "    return x, y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataset contains 5000 samples\n",
      "Dataset contains 10 classes\n"
     ]
    }
   ],
   "source": [
    "#---- Data Loading and Preparation ----\n",
    "\n",
    "X, y = preprocess_data()\n",
    "X = X[:5000]\n",
    "y = y[:5000]\n",
    "n_clusters = len(np.unique(y))\n",
    "print(\"Dataset contains {} samples\".format(X.shape[0]))\n",
    "print(\"Dataset contains {} classes\".format(n_clusters))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <font color='green'> 3. Algorithm Evaluation<font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_time = []\n",
    "estimator_name = []\n",
    "cluster_img = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_result_image(Y, labels):\n",
    "    df = pd.DataFrame({'X':Y[:,0],\n",
    "                       'Y':Y[:,1],\n",
    "                       'labels':labels})\n",
    "\n",
    "    target_ids = range(len(df.labels))\n",
    "\n",
    "    plt.figure(figsize=(6, 5))\n",
    "    colors = 'r', 'g', 'b', 'c', 'm', 'y', 'k', 'w', 'orange', 'purple'\n",
    "    for i, c, label in zip(target_ids, colors, df.labels.unique()):\n",
    "        plt.scatter(Y[labels == i, 0], Y[labels == i, 1], c=c, label=label) \n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def evaluate(estimator, estimator_nm, X, y):\n",
    "    estimator_name.append(estimator_nm)\n",
    "\n",
    "    start_time = time.time()\n",
    "    y_pred = estimator.fit_transform(X)\n",
    "    train_time.append(round(time.time() - start_time, 4))\n",
    "    cluster_img.append((y_pred, y))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.1 TSNE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import frovedis\n",
    "target = \"tsne\"\n",
    "from frovedis.exrpc.server import FrovedisServer\n",
    "FrovedisServer.initialize(\"mpirun -np 8 \" + os.environ[\"FROVEDIS_SERVER\"])\n",
    "from frovedis.mllib.manifold import TSNE as frovTSNE\n",
    "f_est = frovTSNE(n_components=2, method=\"exact\")\n",
    "e_nm = target + \"_exact_frovedis_\" + frovedis.__version__\n",
    "evaluate(f_est, e_nm, X, y)\n",
    "FrovedisServer.shut_down()\n",
    "\n",
    "import sklearn\n",
    "from sklearn.manifold import TSNE as skTSNE\n",
    "s_est = skTSNE(n_components=2, method=\"exact\")\n",
    "e_nm = target + \"_exact_sklearn_\" + sklearn.__version__\n",
    "evaluate(s_est, e_nm, X, y)\n",
    "\n",
    "s_est = skTSNE(n_components=2, method=\"barnes_hut\")\n",
    "e_nm = target + \"_barnes_hut_sklearn_\" + sklearn.__version__\n",
    "evaluate(s_est, e_nm, X, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <font color='green'> 4. Performance summary<font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>estimator</th>\n",
       "      <th>train time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>tsne_exact_frovedis_0.9.10</td>\n",
       "      <td>2.0347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tsne_exact_sklearn_0.24.1</td>\n",
       "      <td>521.4768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tsne_barnes_hut_sklearn_0.24.1</td>\n",
       "      <td>6.8882</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        estimator  train time\n",
       "0      tsne_exact_frovedis_0.9.10      2.0347\n",
       "1       tsne_exact_sklearn_0.24.1    521.4768\n",
       "2  tsne_barnes_hut_sklearn_0.24.1      6.8882"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summary = pd.DataFrame(OrderedDict({ \"estimator\": estimator_name,\n",
    "                                     \"train time\": train_time, \n",
    "                                  }))\n",
    "summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Frovedis cluster\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sklearn cluster\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sklearn Barneshut cluster\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Frovedis cluster\")\n",
    "get_result_image(*cluster_img[0])\n",
    "print(\"Sklearn cluster\")\n",
    "get_result_image(*cluster_img[1])\n",
    "print(\"Sklearn Barneshut cluster\")\n",
    "get_result_image(*cluster_img[2])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
